Daytime sleepiness, circadian preference, caffeine consumption and use of other stimulants among Thai college students
Open accessAbstract
We conducted this study to evaluate the prevalence of daytime sleepiness and evening chronotype, and to assess the extent to which both are associated with the use of caffeinated stimulants among 3,000 Thai college students. Demographic and behavioral characteristics were collected using a self-administered questionnaire. The Epworth Sleepiness Scale and the Horne and Ostberg Morningness-Eveningness Questionnaire were used to evaluate prevalence of daytime sleepiness and circadian preference. Multivariable logistic regression models were used to evaluate the association between sleep disorders and consumption of caffeinated beverages. Overall, the prevalence of daytime sleepiness was 27.9 % (95% CI: 26.2-29.5%) while the prevalence of evening chronotype was 13% (95% CI: 11.8-14.2%). Students who use energy drinks were more likely to be evening types. For instance, the use of M100/M150 energy drinks was associated with a more than 3-fold increased odds of evening chronotype (OR 3.50; 95% CI 1.90-6.44), while Red Bull users were more than twice as likely to have evening chronotype (OR 2.39; 95% CI 1.02-5.58). Additionally, those who consumed any energy drinks were more likely to be daytime sleepers. For example, Red Bull (OR 1.72; 95% CI 1.08-2.75) or M100/M150 (OR 1.52; 95% CI 1.10-2.11) consumption was associated with increased odds of daytime sleepiness. Our findings emphasize the importance of implementing educational and prevention programs targeted toward improving sleep hygiene and reducing the consumption of energy drinks among young adults.
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Evening chronotype is cross-sectionally associated with higher consumption of stimulants such as caffeine, energy drinks, sugar-sweetened beverages, and alcohol in adolescents and in college or university students.
“Several other studies have reported cross-sectional associations between an evening chronotype and higher consumption of stimulants such as caffeine, energy drinks, sugar-sweetened beverages, and alcohol in adolescents (24) and in college or university students (49, 78, 79, 84).”
From Chronotype: Implications for Epidemiologic Studies on Chrono-Nutrition and Cardiometabolic Health (2019) · cites this paper as [78]
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Cites
A New Method for Measuring Daytime Sleepiness: The Epworth Sleepiness Scale
Johns, M. W. (1991) · Sleep · doi:10.1093/sleep/14.6.540 · Cited by 17,364 · see citing works
Physical Status: The Use and Interpretation of Anthropometry
Frisancho, A. R. (1996) · American Journal of Clinical Nutrition · doi:10.1093/ajcn/64.5.830 · Cited by 6,569 · see citing works
The International Classification of Sleep Disorders
Daroff, R. B. (1991) · Neurology · doi:10.1212/wnl.41.1.160 · Cited by 5,025 · see citing works
A self-assessment questionnaire to determine morningness- eveningness in human circadian rhythms
Home, J. K. (1976) · Medical Entomology and Zoology · Cited by 4,783 · see citing works
(1976) · PubMed · Cited by 3,979 · see citing works
Sleep Patterns and Predictors of Disturbed Sleep in a Large Population of College Students
Lund, H. G., Reider, B. D., Whiting, A. B., & Prichard, J. R. (2010) · Journal of Adolescent Health · doi:10.1016/j.jadohealth.2009.06.016 · Cited by 1,907 · see citing works
Health effects of energy drinks on children, adolescents, and young adults
Seifert, S. M., Schaechter, J. L., Hershorin, E. R., & Lipshultz, S. E. (2011) · Pediatrics · doi:10.1542/peds.2009-3592 · Cited by 893 · see citing works
Luyster, F. S., Strollo, P. J., Zee, P. C., & Walsh, J. K. (2012) · SLEEP · doi:10.5665/sleep.1846 · Cited by 868 · see citing works
Circadian preference, sleep and daytime behaviour in adolescence
Giannotti, F., Cortesi, F., Sebastiani, T., & Ottaviano, S. (2002) · Journal of Sleep Research · doi:10.1046/j.1365-2869.2002.00302.x · Cited by 703 · see citing works
A survey of energy drink consumption patterns among college students
Malinauskas, B. M., Aeby, V. G., Overton, R. F., Carpenter-Aeby, T., & Heidal, K. (2007) · Nutrition Journal · doi:10.1186/1475-2891-6-35 · Cited by 661 · see citing works
Adenosine and sleep–wake regulation
Basheer, R., Strecker, R. E., Thakkar, M. M., & McCarley, R. W. (2004) · Progress in Neurobiology · doi:10.1016/j.pneurobio.2004.06.004 · Cited by 589 · see citing works
Ribeiro, J. A., & Sebastião, A. M. (2010) · Journal of Alzheimer s Disease · doi:10.3233/jad-2010-1379 · Cited by 584 · see citing works
Gooley, J. J., Chamberlain, K., Smith, K. A., Khalsa, S. B. S., Rajaratnam, S. M. W., Van Reen, E., Zeitzer, J. M., Czeisler, C. A., & Lockley, S. W. (2011) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2010-2098 · Cited by 565 · see citing works
GENDER DIFFERENCES IN MORNINGNESS–EVENINGNESS PREFERENCE
Adan, A., & Natale, V. (2002) · Chronobiology International · doi:10.1081/cbi-120005390 · Cited by 522 · see citing works
Caffeine: Sleep and daytime sleepiness
Roehrs, T., & Roth, T. G. (2007) · Sleep Medicine Reviews · doi:10.1016/j.smrv.2007.07.004 · Cited by 427 · see citing works
Sleep duration and health in young adults
Steptoe, A. (2006) · Archives of Internal Medicine · doi:10.1001/archinte.166.16.1689 · Cited by 425 · see citing works
Sleep deprivation reduces perceived emotional intelligence and constructive thinking skills
Killgore, W. D. S., Kahn-Greene, E. T., Lipizzi, E. L., Newman, R. A., Kamimori, G. H., & Balkin, T. J. (2007) · Sleep Medicine · doi:10.1016/j.sleep.2007.07.003 · Cited by 384 · see citing works
Excessive Sleepiness in Adolescents and Young Adults: Causes, Consequences, and Treatment Strategies
Millman, R. P., & Working Group on Sleepiness in Adolescents/Young Adults; and AAP Committee on Adolescence (2005) · Pediatrics · doi:10.1542/peds.2005-0772 · Cited by 372 · see citing works
Morningness/eveningness and the need for sleep
Taillard, J., Philip, P., & Bioulac, B. H. (1999) · Journal of Sleep Research · doi:10.1046/j.1365-2869.1999.00176.x · Cited by 333 · see citing works
Sleep patterns in college students
Tsai, L.-L., & Li, S.-P. (2004) · Journal of Psychosomatic Research · doi:10.1016/s0022-3999(03)00507-5 · Cited by 321 · see citing works
Sleep-Wake Patterns and Sleep Disturbance among Hong Kong Chinese Adolescents
Chung, K., & Cheung, M.-M. (2008) · SLEEP · doi:10.1093/sleep/31.2.185 · Cited by 306 · see citing works
A study on the sleep quality of incoming university students
Cheng, S. H., Shih, C.-C., Lee, I. H., Hou, Y.-W., Chen, K. C., Chen, K., Yang, Y. K., & Yang, Y. C. (2012) · Psychiatry Research · doi:10.1016/j.psychres.2011.08.011 · Cited by 275 · see citing works
Lucassen, E. A., Zhao, X., Rother, K. I., Mattingly, M. S., Courville, A. B., de Jonge, L., Csako, G., Cizza, G., & for the Sleep Extension Study Group (2013) · PLoS ONE · doi:10.1371/journal.pone.0056519 · Cited by 264 · see citing works
Evening types are prone to depression
Merikanto, I., Lahti, T., Kronholm, E., Peltonen, M., Laatikainen, T., Vartiainen, E., Salomaa, V., & Partonen, T. (2013) · Chronobiology International · doi:10.3109/07420528.2013.784770 · Cited by 237 · see citing works
Oginska, H., & Pokorski, J. (2006) · Chronobiology International · doi:10.1080/07420520601089349 · Cited by 234 · see citing works
A clinical approach to circadian rhythm sleep disorders
Barion, A., & Zee, P. C. (2007) · Sleep Medicine · doi:10.1016/j.sleep.2006.11.017 · Cited by 214 · see citing works
Tendency toward eveningness is associated with unhealthy dietary habits
Kanerva, N., Kronholm, E., Partonen, T., Ovaskainen, M.-L., Kaartinen, N. E., Konttinen, H., Broms, U., & Männistö, S. (2012) · Chronobiology International · doi:10.3109/07420528.2012.699128 · Cited by 209 · see citing works
Arria, A. M., Caldeira, K. M., Kasperski, S. J., O’Grady, K. E., Vincent, K. B., Griffiths, R. R., & Wish, E. D. (2010) · Journal of Addiction Medicine · doi:10.1097/adm.0b013e3181aa8dd4 · Cited by 209 · see citing works
Effects of caffeine on sleep and cognition
Snel, J., & Lorist, M. M. (2011) · Progress in brain research · doi:10.1016/b978-0-444-53817-8.00006-2 · Cited by 187 · see citing works
Lohsoonthorn, V., Khidir, H., Casillas, G., Lertmaharit, S., Tadesse, M. G., Pensuksan, W. C., Rattananupong, T., Gelaye, B., & Williams, M. A. (2012) · Sleep And Breathing · doi:10.1007/s11325-012-0792-1 · Cited by 169 · see citing works
Wittmann, M., Paulus, M. P., & Roenneberg, T. (2009) · Substance Use & Misuse · doi:10.3109/10826080903498952 · Cited by 169 · see citing works
Morningness-Eveningness Preferences and Academic Achievement of University Students
Beşoluk, Ş., Önder, İ., & Deveci, İ. (2011) · Chronobiology International · doi:10.3109/07420528.2010.540729 · Cited by 152 · see citing works
Caffeine-induced cardiac arrhythmia: an unrecognised danger of healthfood products
Cannon, M. E., Cooke, C. T., & McCarthy, J. S. (2001) · Medical Journal of Australia · doi:10.5694/j.1326-5377.2001.tb143404.x · Cited by 136 · see citing works
Associations Between Chronotypes, Psychopathology, and Personality Among Incoming College Students
Hsu, C., Gau, S. S., Shang, C., Chiu, Y., & Lee, M. (2012) · Chronobiology International · doi:10.3109/07420528.2012.668995 · Cited by 126 · see citing works
Coping with Sleep Disturbances Among Young Adults: A Survey of First-Year College Students in Taiwan
Yang, C., Wu, C., Hsieh, M.-H., Liu, M.-H., & Lu, F. (2003) · Behavioral Medicine · doi:10.1080/08964280309596066 · Cited by 125 · see citing works
Adolescent substance use, sleep, and academic achievement: Evidence of harm due to caffeine
James, J. E., Kristjánsson, Á. L., & Sigfúsdóttir, I. D. (2010) · Journal of Adolescence · doi:10.1016/j.adolescence.2010.09.006 · Cited by 123 · see citing works
Energy drinks: An emerging public health hazard for youth
Pomeranz, J. L., Munsell, C. R., & Harris, J. L. (2013) · Journal of Public Health Policy · doi:10.1057/jphp.2013.6 · Cited by 112 · see citing works
Nakade, M., Takeuchi, H., Kurotani, M., & Harada, T. (2009) · Journal of PHYSIOLOGICAL ANTHROPOLOGY · doi:10.2114/jpa2.28.83 · Cited by 98 · see citing works
Buxton, C., & Hagan, J. E. (2012) · Journal of the International Society of Sports Nutrition · doi:10.1186/1550-2783-9-9 · Cited by 97 · see citing works
IsHak, W. W., Ugochukwu, C., Bagot, K. S., Khalili, D. N., & Zaky, C. (2012) · PubMed Central · Cited by 94 · see citing works
Taylor, D. J., Clay, K. C., Bramoweth, A. D., Sethi, K., & Roane, B. M. (2011) · Chronobiology International · doi:10.3109/07420528.2011.580870 · Cited by 90 · see citing works
Wu, S., Wang, R., Ma, X., Zhao, Y., Yan, X., & He, J. (2012) · BMC Public Health · doi:10.1186/1471-2458-12-849 · Cited by 80 · see citing works
Smoking and sleep disorders in Chinese adolescents
Mak, K., Ho, S. Y., Thomas, G. N., Lo, W., Cheuk, D. K., Lai, Y.-K., & Lam, T.-H. (2010) · Sleep Medicine · doi:10.1016/j.sleep.2009.07.017 · Cited by 72 · see citing works
Shanahan, T. L., Kronauer, R. E., Duffy, J. F., Williams, G. H., & Czeisler, C. A. (1999) · Journal of Biological Rhythms · doi:10.1177/074873099129000560 · Cited by 67 · see citing works
Human sleep and cognition. Part 2
Snel, J., & Lorist, M. M. (2011) · Progress in brain research · Cited by 66 · see citing works
Schneider, M. L. D. M., de Vasconcellos, D. C., Dantas, G., Levandovski, R. M., Caumo, W., Allebrandt, K. V., Doring, M., & Hidalgo, M. P. L. (2010) · International Journal of Psychology · doi:10.1080/00207594.2010.513414 · Cited by 62 · see citing works
Obesity as an independent predictor of subjective excessive daytime sleepiness
Slater, G., Pengo, M. F., Kosky, C. A., & Steier, J. S. (2012) · Respiratory Medicine · doi:10.1016/j.rmed.2012.10.013 · Cited by 59 · see citing works
The prevalence of sleep problems in emergency medical technicians
Pirrallo, R. G., Loomis, C. C., Levine, R. E., & Woodson, B. T. (2011) · Sleep And Breathing · doi:10.1007/s11325-010-0467-8 · Cited by 48 · see citing works
Comparative levels of excessive daytime sleepiness in common medical disorders
Stroe, A. F., Roth, T. G., Jefferson, C., Hudgel, D. W., Roehrs, T., Moss, K., & Drake, C. L. (2010) · Sleep Medicine · doi:10.1016/j.sleep.2010.04.010 · Cited by 46 · see citing works
Countermeasures for sleep loss and deprivation
Kushida, C. A. (2006) · Current Treatment Options in Neurology · doi:10.1007/s11940-006-0025-7 · Cited by 24 · see citing works
Doi, Y., Inoue, Y., Minowa, M., Uchiyama, M., & Okawa, M. (2003) · Journal of Epidemiology · doi:10.2188/jea.13.259 · Cited by 9 · see citing works
Flagged first, then by citations
Research works printed but not linked: 1
- [28]ZI US overtakes Thailand as world leader in energy drinks Accessed: June 1, 2013 Available at: http://www.zenithinternational.com/news/press
Cited by
Sorted by citations
The prevalence and association of stress with sleep quality among medical students
Almojali, A. I., Almalki, S. A., Alothman, A. S., Masuadi, E. M., & Alaqeel, M. K. (2017) · Journal of Epidemiology and Global Health · doi:10.1016/j.jegh.2017.04.005 · Cited by 588 · see citing works
Chronotype, gender and general health
Fabbian, F., Zucchi, B., Giorgi, A. D., Tiseo, R., Boari, B., Salmi, R., Cappadona, R., Gianesini, G., Bassi, E., Signani, F., et al. (2016) · Chronobiology International · doi:10.1080/07420528.2016.1176927 · Cited by 261 · see citing works
Chronotype: Implications for Epidemiologic Studies on Chrono-Nutrition and Cardiometabolic Health
Almoosawi, S., Vingeliene, S., Gachon, F., Voortman, T., Palla, L., Johnston, J. D., Van Dam, R. M., Darimont, C., & Karagounis, L. G. (2019) · Advances in Nutrition · doi:10.1093/advances/nmy070 · Cited by 247 · see citing works
Car Crashes and Central Disorders of Hypersomnolence: A French Study
Pizza, F., Jaussent, I., Lopez, R., Pesenti, C., Plazzi, G., Drouot, X., Leu‐Semenescu, S., Béziat, S., Arnulf, I., & Dauvilliers, Y. A. (2015) · PLoS ONE · doi:10.1371/journal.pone.0129386 · Cited by 87 · see citing works
The association between chronotype and perceived academic stress to depression in medical students
Romo‐Nava, F., Tafoya, S. A., Gutiérrez-Soriano, J. R., Osorio, Y., Carriedo, P., Ocampo, B., Bobadilla-Espinosa, R. I., & Heinze, G. (2016) · Chronobiology International · doi:10.1080/07420528.2016.1217230 · Cited by 77 · see citing works
Excessive daytime sleepiness and its pattern among Indian college students
Kaur, G., & Singh, A. (2016) · Sleep Medicine · doi:10.1016/j.sleep.2016.08.020 · Cited by 76 · see citing works
Characteristics Associated With Sleep Duration, Chronotype, and Social Jet Lag in Adolescents
Malone, S. K., Zemel, B. S., Compher, C. W., Souders, M. C., Chittams, J. L., Leis, A. M., & Lipman, T. H. (2015) · The Journal of School Nursing · doi:10.1177/1059840515603454 · Cited by 66 · see citing works
Marta, O. F. D., Kuo, S., Bloomfield, J. G., Lee, H., Ruhyanudin, F., Poynor, M., Brahmadhi, A., Pratiwi, I. D., Aini, N., Mashfufa, E. W., et al. (2019) · Nurse Education Today · doi:10.1016/j.nedt.2019.104270 · Cited by 62 · see citing works
Eye-Blink Parameters Detect On-Road Track-Driving Impairment Following Severe Sleep Deprivation
Soleimanloo, S. S., Wilkinson, V. E., Cori, J. M., Westlake, J., Stevens, B., Downey, L. A., Shiferaw, B. A., Rajaratnam, S. M. W., & Howard, M. E. (2019) · Journal of Clinical Sleep Medicine · doi:10.5664/jcsm.7918 · Cited by 49 · see citing works
Meneo, D., Bacaro, V., Curati, S., Russo, P. M., Martoni, M., Gelfo, F., & Baglioni, C. (2023) · Sleep Medicine Reviews · doi:10.1016/j.smrv.2023.101792 · Cited by 49 · see citing works
Putilov, A. A., Sveshnikov, D. S., Bakaeva, Z. V., Yakunina, E. B., Starshinov, Y. P., Torshin, V. I., Alipov, N. N., Sergeeva, O. V., Trutneva, E. A., Лапкин, М. М., et al. (2021) · Journal of Adolescence · doi:10.1016/j.adolescence.2021.02.006 · Cited by 43 · see citing works
Guarana Provides Additional Stimulation over Caffeine Alone in the Planarian Model
Moustakas, D., Mezzio, M., Rodriguez, B. R., Constable, M. A., Mulligan, M. E., & Voura, E. B. (2015) · PLoS ONE · doi:10.1371/journal.pone.0123310 · Cited by 45 · see citing works
Jeon, H. J., Bang, Y. R., Park, H. Y., Kim, S. A., & Yoon, I. (2017) · Chronobiology International · doi:10.1080/07420528.2017.1309425 · Cited by 30 · see citing works
Association between the amount of sleep and obesity in Chilean schoolchildren
Durán‐Agüero, S., & Rivera, P. A. H. (2016) · Archivos Argentinos de Pediatria · doi:10.5546/aap.2016.eng.114 · Cited by 22 · see citing works
Norbury, R. (2020) · Journal of Circadian Rhythms · doi:10.5334/jcr.193 · Cited by 20 · see citing works
Yang, C., & Tucker, R. M. (2021) · Chronobiology International · doi:10.1080/07420528.2021.2016795 · Cited by 18 · see citing works
Cavallera, G., & Boari, G. (2015) · Medical Science Monitor · doi:10.12659/msm.894091 · Cited by 18 · see citing works
Morningness-eveningness and caffeine consumption: A largescale path-analysis study
Ágoston, C., Urbán, R., Rigó, A., Griffiths, M. D., & Demetrovics, Z. (2019) · Chronobiology International · doi:10.1080/07420528.2019.1624372 · Cited by 16 · see citing works
Delgado‐Floody, P., Hormazábal, M. A., & Navarrete, F. C. (2015) · PubMed · doi:10.3305/nh.2015.32.4.9502 · Cited by 10 · see citing works
Chronotypes and its association with psychological morbidity and childhood parasomnias
Praharaj, S. K., & Wei, N. S. (2019) · Indian Journal of Psychiatry · doi:10.4103/psychiatry.indianjpsychiatry_208_19 · Cited by 7 · see citing works
Asociación entre cantidad de sueño y obesidad en escolares chilenos
(2016) · Archivos Argentinos de Pediatria · doi:10.5546/aap.2016.114 · Cited by 6 · see citing works
Morningness–Eveningness and College Advising: A Road to Student Success?
Schulke, B. B., & Zimmermann, L. K. (2014) · Mind Brain and Education · doi:10.1111/mbe.12062 · Cited by 4 · see citing works
Durán‐Agüero, S., Soto, G. R., Cantillana, C. M., & Milla, P. G. (2017) · DOAJ (DOAJ: Directory of Open Access Journals) · Cited by 3 · see citing works
Caffeine Use, Hours of Sleep, and Academic Performance of Undergraduate College Students
Gabrish, D. L. (2017) · OhioLink ETD Center (Ohio Library and Information Network) · Cited by 2 · see citing works
Caffeine Consumption among Undergraduate College Students amid COVID-19 Pandemic
Beheshti, N., Bayati, A., & Mshigeni, S. (2021) · International Journal of Health Sciences (IJHS) · doi:10.15640/ijhs.v9n4a3 · Cited by 1 · see citing works
College Students' Sleep Quality
Alamir, Y. A. (2017) · doi:10.33915/etd.5047 · Cited by 1 · see citing works
Knight, N. (2016) · CORE Scholar (Wright State University)
Sleep and the impact of caffeine, supplements, and other stimulants
Chaudhary, N. S., Pitale, P. M., & Mondesir, F. L. (2019) · Elsevier eBooks · doi:10.1016/b978-0-12-815373-4.00023-x · Cited by 1 · see citing works
Baharloo, S., Moosazadeh, M., & Setareh, J. (2021) · DOAJ (DOAJ: Directory of Open Access Journals)
Sleep and the impact of caffeine, energy supplements, and other stimulants
Chaudhary, N. S., Pitale, P. M., & Mondesir, F. L. (2025) · Elsevier eBooks · doi:10.1016/b978-0-443-13954-3.00032-2
Sleep Quality and the Edge-On Edge-Off Cycle of Caffeine and Alcohol Use
Hussong, A. M., Haik, A. K., Jensen, M. R., Traver, J. M., & Richards, A. N. (2026) · Substance Use Research and Treatment · doi:10.1177/29768357261474378
- Authors
- Jason, T., Somrat, L., Vitool, L., Wipawan, C. P., Thanapoom, R., Mahlet, G. T., Bizu, G., & Michelle, A. W.
- Affiliations
- Harvard University (US)
- Walailak University (TH)
- Venue
- Journal of Public Health and Epidemiology
- Publisher
- Academic Journals
- Published
- 2014-06-30
- Volume
- 8
- Issue
- 6
- Pages
- 202-210
- ISSN
- 2141-2316 (ISSN-L)
- PMC
- PMC4209847
- OpenAlex
- W2131797688
- Cited by
- 33
- References
- 51
- Citations by year
- 2026: 1 · 2025: 1 · 2023: 1 · 2021: 4 · 2020: 1 · 2019: 6 · 2018: 2 · 2017: 5 · 2016: 6 · 2015: 5 · 2014: 1
- FWCI
- 7.86
- Type
- journal article
- Language
- en
- Open access
- diamond
- doi.org
- Licence
- cc-by
- Locations
- Journal of Public Health and Epidemiology (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Greater South Information System
- Funders
- National Institute on Minority Health and Health Disparities (T37MD001449, T37-MD000149)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Sleep and related disorders
- Health Sciences › Medicine › Pharmacology › Coffee research and impacts
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Sleep and Work-Related Fatigue
- Keywords
- daytime sleepiness, circadian preference, chronotype, caffeine consumption, energy drinks, university students, young adults, sleep hygiene, Red Bull, Thai students
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